一种用于大规模MIMO系统的混合adc接收机架构

Ning Liang, Wenyi Zhang
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引用次数: 18

摘要

基于下一代蜂窝网络对节能通信解决方案的需求,提出了一种用于大规模多输入多输出(MIMO)系统的混合adc接收器架构,该架构不同于以往的工作,它采用1位模数转换器(adc)部分取代传统的高分辨率adc。利用广义互信息(GMI)的信息理论工具对所提出的系统结构的可实现数据速率进行了分析,得到了一系列具有工程意义的分析结果。对于确定性单输入多输出(SIMO)通道,推导了GMI的封闭表达式,并在此基础上对线性组合器进行了优化。然后,研究了GMI在低信噪比和高信噪比情况下的渐近行为,并给出了一种合理的ADC分配方案。最后,将分析框架应用于多用户接入场景,相应的数值结果表明,具有相对较少数量的高分辨率adc的混合系统架构能够在不进行输出量化的情况下实现大部分信道容量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A mixed-ADC receiver architecture for massive MIMO systems
Motivated by the demand for energy-efficient communication solutions in the next generation cellular network, a mixed-ADC receiver architecture for massive multiple input multiple output (MIMO) systems is proposed, which differs from previous works in that herein one-bit analog-to-digital converters (ADCs) partially replace the conventionally assumed high-resolution ADCs. The information-theoretic tool of generalized mutual information (GMI) is exploited to analyze the achievable data rates of the proposed system architecture and an array of analytical results of engineering interest are obtained. For deterministic single input multiple output (SIMO) channels, a closed-form expression of the GMI is derived, based on which the linear combiner is optimized. Then, the asymptotic behaviors of the GMI in both low and high SNR regimes are explored, and the analytical results suggest a plausible ADC assignment scheme. Finally, the analytical framework is applied to the multi-user access scenario, and the corresponding numerical results demonstrate that the mixed system architecture with a relatively small number of high-resolution ADCs is able to achieve a large fraction of the channel capacity without output quantization.
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